Samuel
Jayasingh

mcp server exposing 40+ gitlab operations as structured tools for ai clients like claude and cursor — repo management, branch protection, merge requests, issue tracking, ci/cd log retrieval, and cross-project search. includes a standalone gemini-powered autonomous agent.

python · mcp · gitlab api · pydantic · docker

fine-tuned qwen3.5-0.8b using lora via the unsloth framework on adversarial datasets for red-teaming and safety evaluation research. reduced training loss from ~1.88 to ~1.39 over 60 steps. built for robustness benchmarking, not deployment.

python · lora / qlora · unsloth · hugging face · pytorch

powershell tool that removes 40+ pre-installed bloatware apps, disables telemetry and cortana, strips bing from windows search, and declutters the taskbar and file explorer on windows 10/11. supports preset and granular modes with full rollback via registry files.

powershell · batch · windows 10/11 · registry

end-to-end ml pipeline for predicting industrial equipment failures from sensor telemetry. uses autoencoder-based anomaly detection, feature engineering on time-series data, apache airflow for orchestration, and mlflow for experiment tracking and model versioning.

python · autoencoders · apache airflow · mlflow · pytorch

multi-agent knowledge answering system with specialised agents for documents, apis, databases, and web sources. implements task routing, short-term memory, and tool-based reasoning across heterogeneous data sources.

python · langchain · rag · multi-agent · chromadb

agentic cli tool for automated application and infrastructure security analysis. autonomous agents handle threat modelling, cve mapping, and remediation suggestion across codebases and deployment configs.

python · llms · security · cli